Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 158 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 29.6 KiB |
| Average record size in memory | 192.0 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 7 |
Card_Category has constant value "" | Constant |
Customer_Age is highly overall correlated with Months_on_book | High correlation |
Months_on_book is highly overall correlated with Customer_Age | High correlation |
Months_Inactive_12_mon is highly overall correlated with Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 and 1 other fields | High correlation |
Contacts_Count_12_mon is highly overall correlated with Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 and 1 other fields | High correlation |
Credit_Limit is highly overall correlated with Avg_Open_To_Buy and 1 other fields | High correlation |
Total_Revolving_Bal is highly overall correlated with Attrition_Flag | High correlation |
Avg_Open_To_Buy is highly overall correlated with Credit_Limit and 1 other fields | High correlation |
Total_Trans_Amt is highly overall correlated with Total_Trans_Ct | High correlation |
Total_Trans_Ct is highly overall correlated with Total_Trans_Amt and 1 other fields | High correlation |
Avg_Utilization_Ratio is highly overall correlated with Credit_Limit and 1 other fields | High correlation |
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 is highly overall correlated with Months_Inactive_12_mon and 3 other fields | High correlation |
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 is highly overall correlated with Months_Inactive_12_mon and 3 other fields | High correlation |
Attrition_Flag is highly overall correlated with Total_Revolving_Bal and 3 other fields | High correlation |
Gender is highly overall correlated with Income_Category | High correlation |
Income_Category is highly overall correlated with Gender | High correlation |
CLIENTNUM has unique values | Unique |
Dependent_count has 15 (9.5%) zeros | Zeros |
Contacts_Count_12_mon has 10 (6.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-11-07 10:20:20.977061 |
|---|---|
| Analysis finished | 2023-11-07 10:20:46.726981 |
| Duration | 25.75 seconds |
| Software version | ydata-profiling vv4.6.1 |
| Download configuration | config.json |
CLIENTNUM
Real number (ℝ)
UNIQUE 
| Distinct | 158 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.4247182 × 108 |
| Minimum | 7.0839701 × 108 |
|---|---|
| Maximum | 8.2828833 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 7.0839701 × 108 |
|---|---|
| 5-th percentile | 7.098795 × 108 |
| Q1 | 7.1410218 × 108 |
| median | 7.177149 × 108 |
| Q3 | 7.7950177 × 108 |
| 95-th percentile | 8.190501 × 108 |
| Maximum | 8.2828833 × 108 |
| Range | 1.1989132 × 108 |
| Interquartile range (IQR) | 65399588 |
Descriptive statistics
| Standard deviation | 39299580 |
|---|---|
| Coefficient of variation (CV) | 0.052930737 |
| Kurtosis | -0.84528214 |
| Mean | 7.4247182 × 108 |
| Median Absolute Deviation (MAD) | 5567212.5 |
| Skewness | 0.89019404 |
| Sum | 1.1731055 × 1011 |
| Variance | 1.544457 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 715190283 | 1 | 0.6% |
| 712613808 | 1 | 0.6% |
| 820868508 | 1 | 0.6% |
| 789095958 | 1 | 0.6% |
| 708397008 | 1 | 0.6% |
| 779405133 | 1 | 0.6% |
| 789907533 | 1 | 0.6% |
| 823908858 | 1 | 0.6% |
| 716689383 | 1 | 0.6% |
| 715418508 | 1 | 0.6% |
| Other values (148) | 148 |
| Value | Count | Frequency (%) |
| 708397008 | 1 | |
| 708426483 | 1 | |
| 708702258 | 1 | |
| 708880683 | 1 | |
| 709094358 | 1 | |
| 709273383 | 1 | |
| 709310433 | 1 | |
| 709788783 | 1 | |
| 709895508 | 1 | |
| 710357208 | 1 |
| Value | Count | Frequency (%) |
| 828288333 | 1 | |
| 827901183 | 1 | |
| 826548708 | 1 | |
| 823928058 | 1 | |
| 823908858 | 1 | |
| 823621083 | 1 | |
| 822138333 | 1 | |
| 820868508 | 1 | |
| 818729208 | 1 | |
| 818375733 | 1 |
Attrition_Flag
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 KiB |
| Existing Customer | |
|---|---|
| Attrited Customer |
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 17 |
| Min length | 17 |
Characters and Unicode
| Total characters | 2686 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Existing Customer |
|---|---|
| 2nd row | Existing Customer |
| 3rd row | Existing Customer |
| 4th row | Attrited Customer |
| 5th row | Existing Customer |
Common Values
| Value | Count | Frequency (%) |
| Existing Customer | 127 | |
| Attrited Customer | 31 | 19.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| customer | 158 | |
| existing | 127 | |
| attrited | 31 | 9.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 378 | |
| i | 285 | |
| s | 285 | |
| e | 189 | 7.0% |
| r | 189 | 7.0% |
| 158 | 5.9% | |
| C | 158 | 5.9% |
| u | 158 | 5.9% |
| o | 158 | 5.9% |
| m | 158 | 5.9% |
| Other values (6) | 570 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2212 | |
| Uppercase Letter | 316 | 11.8% |
| Space Separator | 158 | 5.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 378 | |
| i | 285 | |
| s | 285 | |
| e | 189 | |
| r | 189 | |
| u | 158 | |
| o | 158 | |
| m | 158 | |
| x | 127 | 5.7% |
| n | 127 | 5.7% |
| Other values (2) | 158 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 158 | |
| E | 127 | |
| A | 31 | 9.8% |
Space Separator
| Value | Count | Frequency (%) |
| 158 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2528 | |
| Common | 158 | 5.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 378 | |
| i | 285 | |
| s | 285 | |
| e | 189 | |
| r | 189 | |
| C | 158 | 6.2% |
| u | 158 | 6.2% |
| o | 158 | 6.2% |
| m | 158 | 6.2% |
| E | 127 | 5.0% |
| Other values (5) | 443 |
Common
| Value | Count | Frequency (%) |
| 158 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2686 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 378 | |
| i | 285 | |
| s | 285 | |
| e | 189 | 7.0% |
| r | 189 | 7.0% |
| 158 | 5.9% | |
| C | 158 | 5.9% |
| u | 158 | 5.9% |
| o | 158 | 5.9% |
| m | 158 | 5.9% |
| Other values (6) | 570 |
Customer_Age
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 33 |
|---|---|
| Distinct (%) | 20.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.829114 |
| Minimum | 30 |
|---|---|
| Maximum | 65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 35.85 |
| Q1 | 43 |
| median | 48 |
| Q3 | 52 |
| 95-th percentile | 61 |
| Maximum | 65 |
| Range | 35 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.4021799 |
|---|---|
| Coefficient of variation (CV) | 0.15476306 |
| Kurtosis | -0.19481356 |
| Mean | 47.829114 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.073355251 |
| Sum | 7557 |
| Variance | 54.792268 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 51 | 14 | 8.9% |
| 45 | 13 | 8.2% |
| 50 | 10 | 6.3% |
| 47 | 9 | 5.7% |
| 49 | 9 | 5.7% |
| 48 | 8 | 5.1% |
| 54 | 7 | 4.4% |
| 37 | 7 | 4.4% |
| 56 | 7 | 4.4% |
| 44 | 6 | 3.8% |
| Other values (23) | 68 |
| Value | Count | Frequency (%) |
| 30 | 1 | 0.6% |
| 31 | 1 | 0.6% |
| 34 | 4 | |
| 35 | 2 | 1.3% |
| 36 | 2 | 1.3% |
| 37 | 7 | |
| 38 | 2 | 1.3% |
| 39 | 4 | |
| 40 | 4 | |
| 41 | 3 |
| Value | Count | Frequency (%) |
| 65 | 2 | 1.3% |
| 64 | 3 | |
| 63 | 1 | 0.6% |
| 62 | 1 | 0.6% |
| 61 | 3 | |
| 60 | 1 | 0.6% |
| 59 | 3 | |
| 57 | 2 | 1.3% |
| 56 | 7 | |
| 55 | 5 |
Gender
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 KiB |
| F | |
|---|---|
| M |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 158 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | F |
|---|---|
| 2nd row | F |
| 3rd row | F |
| 4th row | F |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| F | 86 | |
| M | 72 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 86 | |
| m | 72 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 86 | |
| M | 72 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 158 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 86 | |
| M | 72 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 158 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| F | 86 | |
| M | 72 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 158 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| F | 86 | |
| M | 72 |
Dependent_count
Real number (ℝ)
ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4113924 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 15 |
| Zeros (%) | 9.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2675758 |
|---|---|
| Coefficient of variation (CV) | 0.52566135 |
| Kurtosis | -0.38155799 |
| Mean | 2.4113924 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.14992776 |
| Sum | 381 |
| Variance | 1.6067484 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 49 | |
| 2 | 46 | |
| 4 | 22 | |
| 1 | 19 | 12.0% |
| 0 | 15 | 9.5% |
| 5 | 7 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 15 | 9.5% |
| 1 | 19 | 12.0% |
| 2 | 46 | |
| 3 | 49 | |
| 4 | 22 | |
| 5 | 7 | 4.4% |
| Value | Count | Frequency (%) |
| 5 | 7 | 4.4% |
| 4 | 22 | |
| 3 | 49 | |
| 2 | 46 | |
| 1 | 19 | 12.0% |
| 0 | 15 | 9.5% |
Education_Level
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 KiB |
| Graduate | |
|---|---|
| Uneducated | |
| Unknown | |
| College | |
| Doctorate |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 8.1835443 |
| Min length | 7 |
Characters and Unicode
| Total characters | 1293 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Graduate |
|---|---|
| 2nd row | Graduate |
| 3rd row | Uneducated |
| 4th row | Uneducated |
| 5th row | Unknown |
Common Values
| Value | Count | Frequency (%) |
| Graduate | 78 | |
| Uneducated | 29 | 18.4% |
| Unknown | 25 | 15.8% |
| College | 15 | 9.5% |
| Doctorate | 11 | 7.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| graduate | 78 | |
| uneducated | 29 | 18.4% |
| unknown | 25 | 15.8% |
| college | 15 | 9.5% |
| doctorate | 11 | 7.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 196 | |
| e | 177 | |
| d | 136 | |
| t | 129 | |
| u | 107 | |
| n | 104 | |
| r | 89 | |
| G | 78 | 6.0% |
| o | 62 | 4.8% |
| U | 54 | 4.2% |
| Other values (7) | 161 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1135 | |
| Uppercase Letter | 158 | 12.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 196 | |
| e | 177 | |
| d | 136 | |
| t | 129 | |
| u | 107 | |
| n | 104 | |
| r | 89 | |
| o | 62 | 5.5% |
| c | 40 | 3.5% |
| l | 30 | 2.6% |
| Other values (3) | 65 | 5.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 78 | |
| U | 54 | |
| C | 15 | 9.5% |
| D | 11 | 7.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1293 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 196 | |
| e | 177 | |
| d | 136 | |
| t | 129 | |
| u | 107 | |
| n | 104 | |
| r | 89 | |
| G | 78 | 6.0% |
| o | 62 | 4.8% |
| U | 54 | 4.2% |
| Other values (7) | 161 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 196 | |
| e | 177 | |
| d | 136 | |
| t | 129 | |
| u | 107 | |
| n | 104 | |
| r | 89 | |
| G | 78 | 6.0% |
| o | 62 | 4.8% |
| U | 54 | 4.2% |
| Other values (7) | 161 |
Marital_Status
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 KiB |
| Single | |
|---|---|
| Married | |
| Unknown | |
| Divorced | 6 |
Length
| Max length | 8 |
|---|---|
| Median length | 7.5 |
| Mean length | 6.5759494 |
| Min length | 6 |
Characters and Unicode
| Total characters | 1039 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Unknown |
|---|---|
| 2nd row | Married |
| 3rd row | Single |
| 4th row | Single |
| 5th row | Married |
Common Values
| Value | Count | Frequency (%) |
| Single | 73 | |
| Married | 68 | |
| Unknown | 11 | 7.0% |
| Divorced | 6 | 3.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| single | 73 | |
| married | 68 | |
| unknown | 11 | 7.0% |
| divorced | 6 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 147 | |
| i | 147 | |
| r | 142 | |
| n | 106 | |
| d | 74 | |
| S | 73 | |
| l | 73 | |
| g | 73 | |
| M | 68 | |
| a | 68 | |
| Other values (7) | 68 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 881 | |
| Uppercase Letter | 158 | 15.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 147 | |
| i | 147 | |
| r | 142 | |
| n | 106 | |
| d | 74 | |
| l | 73 | |
| g | 73 | |
| a | 68 | |
| o | 17 | 1.9% |
| k | 11 | 1.2% |
| Other values (3) | 23 | 2.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 73 | |
| M | 68 | |
| U | 11 | 7.0% |
| D | 6 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1039 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 147 | |
| i | 147 | |
| r | 142 | |
| n | 106 | |
| d | 74 | |
| S | 73 | |
| l | 73 | |
| g | 73 | |
| M | 68 | |
| a | 68 | |
| Other values (7) | 68 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1039 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 147 | |
| i | 147 | |
| r | 142 | |
| n | 106 | |
| d | 74 | |
| S | 73 | |
| l | 73 | |
| g | 73 | |
| M | 68 | |
| a | 68 | |
| Other values (7) | 68 |
Income_Category
Categorical
HIGH CORRELATION 
| Distinct | 6 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 KiB |
| Less than $40K | |
|---|---|
| $40K - $60K | |
| $60K - $80K | |
| Unknown | |
| $80K - $120K |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 11.297468 |
| Min length | 7 |
Characters and Unicode
| Total characters | 1785 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | $40K - $60K |
|---|---|
| 2nd row | Unknown |
| 3rd row | $40K - $60K |
| 4th row | Unknown |
| 5th row | $80K - $120K |
Common Values
| Value | Count | Frequency (%) |
| Less than $40K | 51 | |
| $40K - $60K | 33 | |
| $60K - $80K | 30 | |
| Unknown | 22 | |
| $80K - $120K | 14 | 8.9% |
| $120K + | 8 | 5.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 85 | ||
| 40k | 84 | |
| 60k | 63 | |
| less | 51 | |
| than | 51 | |
| 80k | 44 | |
| unknown | 22 | 5.2% |
| 120k | 22 | 5.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 264 | ||
| K | 213 | |
| 0 | 213 | |
| $ | 213 | |
| n | 117 | 6.6% |
| s | 102 | 5.7% |
| 4 | 84 | 4.7% |
| - | 77 | 4.3% |
| 6 | 63 | 3.5% |
| e | 51 | 2.9% |
| Other values (12) | 388 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 489 | |
| Decimal Number | 448 | |
| Uppercase Letter | 286 | |
| Space Separator | 264 | |
| Currency Symbol | 213 | |
| Dash Punctuation | 77 | 4.3% |
| Math Symbol | 8 | 0.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 117 | |
| s | 102 | |
| e | 51 | |
| a | 51 | |
| h | 51 | |
| t | 51 | |
| k | 22 | 4.5% |
| o | 22 | 4.5% |
| w | 22 | 4.5% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 213 | |
| 4 | 84 | 18.8% |
| 6 | 63 | 14.1% |
| 8 | 44 | 9.8% |
| 1 | 22 | 4.9% |
| 2 | 22 | 4.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| K | 213 | |
| L | 51 | 17.8% |
| U | 22 | 7.7% |
Space Separator
| Value | Count | Frequency (%) |
| 264 |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 213 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 77 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 8 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1010 | |
| Latin | 775 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| K | 213 | |
| n | 117 | |
| s | 102 | |
| e | 51 | 6.6% |
| L | 51 | 6.6% |
| a | 51 | 6.6% |
| h | 51 | 6.6% |
| t | 51 | 6.6% |
| U | 22 | 2.8% |
| k | 22 | 2.8% |
| Other values (2) | 44 | 5.7% |
Common
| Value | Count | Frequency (%) |
| 264 | ||
| 0 | 213 | |
| $ | 213 | |
| 4 | 84 | 8.3% |
| - | 77 | 7.6% |
| 6 | 63 | 6.2% |
| 8 | 44 | 4.4% |
| 1 | 22 | 2.2% |
| 2 | 22 | 2.2% |
| + | 8 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1785 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 264 | ||
| K | 213 | |
| 0 | 213 | |
| $ | 213 | |
| n | 117 | 6.6% |
| s | 102 | 5.7% |
| 4 | 84 | 4.7% |
| - | 77 | 4.3% |
| 6 | 63 | 3.5% |
| e | 51 | 2.9% |
| Other values (12) | 388 |
Card_Category
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 KiB |
| Blue |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 632 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Blue |
|---|---|
| 2nd row | Blue |
| 3rd row | Blue |
| 4th row | Blue |
| 5th row | Blue |
Common Values
| Value | Count | Frequency (%) |
| Blue | 158 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| blue | 158 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 158 | |
| l | 158 | |
| u | 158 | |
| e | 158 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 474 | |
| Uppercase Letter | 158 | 25.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 158 | |
| u | 158 | |
| e | 158 |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 158 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 632 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 158 | |
| l | 158 | |
| u | 158 | |
| e | 158 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 632 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 158 | |
| l | 158 | |
| u | 158 | |
| e | 158 |
Months_on_book
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 34 |
|---|---|
| Distinct (%) | 21.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.563291 |
| Minimum | 13 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 24.85 |
| Q1 | 33 |
| median | 36 |
| Q3 | 42 |
| 95-th percentile | 51 |
| Maximum | 56 |
| Range | 43 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 8.040846 |
|---|---|
| Coefficient of variation (CV) | 0.21406128 |
| Kurtosis | 0.24368305 |
| Mean | 37.563291 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.0011778359 |
| Sum | 5935 |
| Variance | 64.655204 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36 | 30 | |
| 40 | 10 | 6.3% |
| 41 | 10 | 6.3% |
| 46 | 8 | 5.1% |
| 35 | 8 | 5.1% |
| 39 | 7 | 4.4% |
| 43 | 6 | 3.8% |
| 32 | 6 | 3.8% |
| 28 | 6 | 3.8% |
| 33 | 5 | 3.2% |
| Other values (24) | 62 |
| Value | Count | Frequency (%) |
| 13 | 1 | 0.6% |
| 19 | 1 | 0.6% |
| 20 | 1 | 0.6% |
| 22 | 4 | |
| 24 | 1 | 0.6% |
| 25 | 2 | 1.3% |
| 26 | 3 | |
| 27 | 3 | |
| 28 | 6 | |
| 29 | 4 |
| Value | Count | Frequency (%) |
| 56 | 5 | |
| 54 | 2 | 1.3% |
| 51 | 2 | 1.3% |
| 50 | 2 | 1.3% |
| 49 | 2 | 1.3% |
| 48 | 3 | 1.9% |
| 47 | 5 | |
| 46 | 8 | |
| 45 | 3 | 1.9% |
| 44 | 1 | 0.6% |
Total_Relationship_Count
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 158 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 4 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 70 | |
| 4 | 50 | |
| 2 | 38 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 70 | |
| 4 | 50 | |
| 2 | 38 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 70 | |
| 4 | 50 | |
| 2 | 38 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 158 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 70 | |
| 4 | 50 | |
| 2 | 38 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 158 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 70 | |
| 4 | 50 | |
| 2 | 38 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 158 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 70 | |
| 4 | 50 | |
| 2 | 38 |
Months_Inactive_12_mon
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 6 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4367089 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4.15 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1083559 |
|---|---|
| Coefficient of variation (CV) | 0.45485774 |
| Kurtosis | 1.8342674 |
| Mean | 2.4367089 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0004781 |
| Sum | 385 |
| Variance | 1.2284528 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 60 | |
| 2 | 52 | |
| 1 | 32 | |
| 4 | 6 | 3.8% |
| 6 | 5 | 3.2% |
| 5 | 3 | 1.9% |
| Value | Count | Frequency (%) |
| 1 | 32 | |
| 2 | 52 | |
| 3 | 60 | |
| 4 | 6 | 3.8% |
| 5 | 3 | 1.9% |
| 6 | 5 | 3.2% |
| Value | Count | Frequency (%) |
| 6 | 5 | 3.2% |
| 5 | 3 | 1.9% |
| 4 | 6 | 3.8% |
| 3 | 60 | |
| 2 | 52 | |
| 1 | 32 |
Contacts_Count_12_mon
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4746835 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 10 |
| Zeros (%) | 6.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1269674 |
|---|---|
| Coefficient of variation (CV) | 0.45539861 |
| Kurtosis | -0.23726594 |
| Mean | 2.4746835 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.42300737 |
| Sum | 391 |
| Variance | 1.2700556 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 61 | |
| 2 | 41 | |
| 4 | 24 | 15.2% |
| 1 | 20 | 12.7% |
| 0 | 10 | 6.3% |
| 5 | 2 | 1.3% |
| Value | Count | Frequency (%) |
| 0 | 10 | 6.3% |
| 1 | 20 | 12.7% |
| 2 | 41 | |
| 3 | 61 | |
| 4 | 24 | 15.2% |
| 5 | 2 | 1.3% |
| Value | Count | Frequency (%) |
| 5 | 2 | 1.3% |
| 4 | 24 | 15.2% |
| 3 | 61 | |
| 2 | 41 | |
| 1 | 20 | 12.7% |
| 0 | 10 | 6.3% |
Credit_Limit
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 157 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5913.6392 |
| Minimum | 3521 |
|---|---|
| Maximum | 9397 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 3521 |
|---|---|
| 5-th percentile | 3658.35 |
| Q1 | 4216 |
| median | 5614.5 |
| Q3 | 7319.25 |
| 95-th percentile | 8995.6 |
| Maximum | 9397 |
| Range | 5876 |
| Interquartile range (IQR) | 3103.25 |
Descriptive statistics
| Standard deviation | 1793.0355 |
|---|---|
| Coefficient of variation (CV) | 0.3032034 |
| Kurtosis | -1.1847606 |
| Mean | 5913.6392 |
| Median Absolute Deviation (MAD) | 1500.5 |
| Skewness | 0.36928355 |
| Sum | 934355 |
| Variance | 3214976.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7169 | 2 | 1.3% |
| 3672 | 1 | 0.6% |
| 4170 | 1 | 0.6% |
| 7106 | 1 | 0.6% |
| 7603 | 1 | 0.6% |
| 3805 | 1 | 0.6% |
| 5716 | 1 | 0.6% |
| 4576 | 1 | 0.6% |
| 3861 | 1 | 0.6% |
| 3649 | 1 | 0.6% |
| Other values (147) | 147 |
| Value | Count | Frequency (%) |
| 3521 | 1 | |
| 3532 | 1 | |
| 3540 | 1 | |
| 3585 | 1 | |
| 3626 | 1 | |
| 3640 | 1 | |
| 3642 | 1 | |
| 3649 | 1 | |
| 3660 | 1 | |
| 3667 | 1 |
| Value | Count | Frequency (%) |
| 9397 | 1 | |
| 9317 | 1 | |
| 9300 | 1 | |
| 9227 | 1 | |
| 9204 | 1 | |
| 9148 | 1 | |
| 9104 | 1 | |
| 9033 | 1 | |
| 8989 | 1 | |
| 8900 | 1 |
Total_Revolving_Bal
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 132 |
|---|---|
| Distinct (%) | 83.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 763.06329 |
| Minimum | 145 |
|---|---|
| Maximum | 996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 145 |
|---|---|
| 5-th percentile | 408 |
| Q1 | 662.25 |
| median | 794 |
| Q3 | 911.25 |
| 95-th percentile | 981.6 |
| Maximum | 996 |
| Range | 851 |
| Interquartile range (IQR) | 249 |
Descriptive statistics
| Standard deviation | 182.1388 |
|---|---|
| Coefficient of variation (CV) | 0.23869423 |
| Kurtosis | 1.2491673 |
| Mean | 763.06329 |
| Median Absolute Deviation (MAD) | 121 |
| Skewness | -1.0813498 |
| Sum | 120564 |
| Variance | 33174.544 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 795 | 3 | 1.9% |
| 622 | 3 | 1.9% |
| 719 | 2 | 1.3% |
| 915 | 2 | 1.3% |
| 847 | 2 | 1.3% |
| 561 | 2 | 1.3% |
| 688 | 2 | 1.3% |
| 938 | 2 | 1.3% |
| 947 | 2 | 1.3% |
| 961 | 2 | 1.3% |
| Other values (122) | 136 |
| Value | Count | Frequency (%) |
| 145 | 1 | |
| 193 | 1 | |
| 211 | 1 | |
| 232 | 1 | |
| 274 | 1 | |
| 317 | 1 | |
| 318 | 1 | |
| 357 | 1 | |
| 417 | 1 | |
| 468 | 1 |
| Value | Count | Frequency (%) |
| 996 | 2 | |
| 995 | 1 | |
| 994 | 1 | |
| 993 | 1 | |
| 990 | 1 | |
| 989 | 1 | |
| 985 | 1 | |
| 981 | 1 | |
| 980 | 1 | |
| 979 | 2 |
Avg_Open_To_Buy
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 155 |
|---|---|
| Distinct (%) | 98.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5150.5759 |
| Minimum | 2654 |
|---|---|
| Maximum | 8959 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 2654 |
|---|---|
| 5-th percentile | 2846.3 |
| Q1 | 3501.5 |
| median | 4892.5 |
| Q3 | 6528.75 |
| 95-th percentile | 8203.15 |
| Maximum | 8959 |
| Range | 6305 |
| Interquartile range (IQR) | 3027.25 |
Descriptive statistics
| Standard deviation | 1790.2754 |
|---|---|
| Coefficient of variation (CV) | 0.34758742 |
| Kurtosis | -1.1267665 |
| Mean | 5150.5759 |
| Median Absolute Deviation (MAD) | 1450.5 |
| Skewness | 0.3762689 |
| Sum | 813791 |
| Variance | 3205086 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3495 | 2 | 1.3% |
| 2732 | 2 | 1.3% |
| 6014 | 2 | 1.3% |
| 8081 | 1 | 0.6% |
| 6859 | 1 | 0.6% |
| 2984 | 1 | 0.6% |
| 5093 | 1 | 0.6% |
| 4383 | 1 | 0.6% |
| 3239 | 1 | 0.6% |
| 2720 | 1 | 0.6% |
| Other values (145) | 145 |
| Value | Count | Frequency (%) |
| 2654 | 1 | |
| 2691 | 1 | |
| 2720 | 1 | |
| 2732 | 2 | |
| 2768 | 1 | |
| 2786 | 1 | |
| 2831 | 1 | |
| 2849 | 1 | |
| 2858 | 1 | |
| 2862 | 1 |
| Value | Count | Frequency (%) |
| 8959 | 1 | |
| 8602 | 1 | |
| 8587 | 1 | |
| 8531 | 1 | |
| 8470 | 1 | |
| 8437 | 1 | |
| 8359 | 1 | |
| 8289 | 1 | |
| 8188 | 1 | |
| 8102 | 1 |
Total_Amt_Chng_Q4_Q1
Real number (ℝ)
| Distinct | 142 |
|---|---|
| Distinct (%) | 89.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.77031646 |
| Minimum | 0.432 |
|---|---|
| Maximum | 2.275 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 0.432 |
|---|---|
| 5-th percentile | 0.50655 |
| Q1 | 0.64775 |
| median | 0.7505 |
| Q3 | 0.85575 |
| 95-th percentile | 1.0435 |
| Maximum | 2.275 |
| Range | 1.843 |
| Interquartile range (IQR) | 0.208 |
Descriptive statistics
| Standard deviation | 0.21401101 |
|---|---|
| Coefficient of variation (CV) | 0.2778222 |
| Kurtosis | 16.530341 |
| Mean | 0.77031646 |
| Median Absolute Deviation (MAD) | 0.1035 |
| Skewness | 2.8231936 |
| Sum | 121.71 |
| Variance | 0.045800715 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.647 | 3 | 1.9% |
| 0.765 | 3 | 1.9% |
| 0.815 | 2 | 1.3% |
| 0.807 | 2 | 1.3% |
| 0.681 | 2 | 1.3% |
| 0.65 | 2 | 1.3% |
| 0.676 | 2 | 1.3% |
| 0.711 | 2 | 1.3% |
| 0.85 | 2 | 1.3% |
| 0.958 | 2 | 1.3% |
| Other values (132) | 136 |
| Value | Count | Frequency (%) |
| 0.432 | 1 | |
| 0.456 | 1 | |
| 0.469 | 1 | |
| 0.471 | 1 | |
| 0.475 | 1 | |
| 0.485 | 1 | |
| 0.504 | 2 | |
| 0.507 | 1 | |
| 0.508 | 1 | |
| 0.511 | 1 |
| Value | Count | Frequency (%) |
| 2.275 | 1 | |
| 1.705 | 1 | |
| 1.32 | 1 | |
| 1.193 | 1 | |
| 1.084 | 1 | |
| 1.079 | 1 | |
| 1.072 | 1 | |
| 1.052 | 1 | |
| 1.042 | 1 | |
| 1.029 | 1 |
Total_Trans_Amt
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 153 |
|---|---|
| Distinct (%) | 96.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4772.4684 |
| Minimum | 791 |
|---|---|
| Maximum | 16737 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 791 |
|---|---|
| 5-th percentile | 1346.5 |
| Q1 | 2456.25 |
| median | 3945.5 |
| Q3 | 4857 |
| 95-th percentile | 14604.25 |
| Maximum | 16737 |
| Range | 15946 |
| Interquartile range (IQR) | 2400.75 |
Descriptive statistics
| Standard deviation | 3778.2852 |
|---|---|
| Coefficient of variation (CV) | 0.79168365 |
| Kurtosis | 2.7259701 |
| Mean | 4772.4684 |
| Median Absolute Deviation (MAD) | 1268 |
| Skewness | 1.8761048 |
| Sum | 754050 |
| Variance | 14275439 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3964 | 2 | 1.3% |
| 4399 | 2 | 1.3% |
| 4828 | 2 | 1.3% |
| 14596 | 2 | 1.3% |
| 1193 | 2 | 1.3% |
| 4283 | 1 | 0.6% |
| 5192 | 1 | 0.6% |
| 2497 | 1 | 0.6% |
| 4326 | 1 | 0.6% |
| 4387 | 1 | 0.6% |
| Other values (143) | 143 |
| Value | Count | Frequency (%) |
| 791 | 1 | |
| 842 | 1 | |
| 870 | 1 | |
| 990 | 1 | |
| 1165 | 1 | |
| 1193 | 2 | |
| 1321 | 1 | |
| 1351 | 1 | |
| 1359 | 1 | |
| 1438 | 1 |
| Value | Count | Frequency (%) |
| 16737 | 1 | |
| 16179 | 1 | |
| 15865 | 1 | |
| 15471 | 1 | |
| 15380 | 1 | |
| 15352 | 1 | |
| 14786 | 1 | |
| 14651 | 1 | |
| 14596 | 2 | |
| 14593 | 1 |
Total_Trans_Ct
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 72 |
|---|---|
| Distinct (%) | 45.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.746835 |
| Minimum | 22 |
|---|---|
| Maximum | 123 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 49.25 |
| median | 70 |
| Q3 | 81 |
| 95-th percentile | 105.6 |
| Maximum | 123 |
| Range | 101 |
| Interquartile range (IQR) | 31.75 |
Descriptive statistics
| Standard deviation | 23.477306 |
|---|---|
| Coefficient of variation (CV) | 0.34654469 |
| Kurtosis | -0.4133794 |
| Mean | 67.746835 |
| Median Absolute Deviation (MAD) | 15.5 |
| Skewness | 0.052535701 |
| Sum | 10704 |
| Variance | 551.18391 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 77 | 8 | 5.1% |
| 79 | 5 | 3.2% |
| 59 | 5 | 3.2% |
| 81 | 5 | 3.2% |
| 67 | 4 | 2.5% |
| 38 | 4 | 2.5% |
| 76 | 4 | 2.5% |
| 70 | 4 | 2.5% |
| 82 | 4 | 2.5% |
| 78 | 4 | 2.5% |
| Other values (62) | 111 |
| Value | Count | Frequency (%) |
| 22 | 2 | |
| 24 | 2 | |
| 25 | 1 | 0.6% |
| 26 | 1 | 0.6% |
| 27 | 1 | 0.6% |
| 28 | 2 | |
| 30 | 1 | 0.6% |
| 31 | 2 | |
| 34 | 2 | |
| 35 | 4 |
| Value | Count | Frequency (%) |
| 123 | 1 | 0.6% |
| 122 | 2 | |
| 120 | 1 | 0.6% |
| 117 | 1 | 0.6% |
| 115 | 1 | 0.6% |
| 109 | 2 | |
| 105 | 3 | |
| 104 | 1 | 0.6% |
| 102 | 2 | |
| 101 | 1 | 0.6% |
Total_Ct_Chng_Q4_Q1
Real number (ℝ)
| Distinct | 126 |
|---|---|
| Distinct (%) | 79.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.69213291 |
| Minimum | 0.231 |
|---|---|
| Maximum | 1.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 0.231 |
|---|---|
| 5-th percentile | 0.37125 |
| Q1 | 0.5795 |
| median | 0.669 |
| Q3 | 0.78825 |
| 95-th percentile | 1.083 |
| Maximum | 1.5 |
| Range | 1.269 |
| Interquartile range (IQR) | 0.20875 |
Descriptive statistics
| Standard deviation | 0.20818176 |
|---|---|
| Coefficient of variation (CV) | 0.30078292 |
| Kurtosis | 2.0395173 |
| Mean | 0.69213291 |
| Median Absolute Deviation (MAD) | 0.099 |
| Skewness | 0.84649393 |
| Sum | 109.357 |
| Variance | 0.043339645 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.694 | 3 | 1.9% |
| 0.75 | 3 | 1.9% |
| 0.64 | 3 | 1.9% |
| 0.581 | 3 | 1.9% |
| 0.667 | 3 | 1.9% |
| 0.733 | 3 | 1.9% |
| 0.652 | 3 | 1.9% |
| 0.723 | 3 | 1.9% |
| 0.556 | 2 | 1.3% |
| 0.757 | 2 | 1.3% |
| Other values (116) | 130 |
| Value | Count | Frequency (%) |
| 0.231 | 1 | |
| 0.273 | 1 | |
| 0.29 | 1 | |
| 0.3 | 1 | |
| 0.308 | 1 | |
| 0.333 | 1 | |
| 0.346 | 1 | |
| 0.35 | 1 | |
| 0.375 | 1 | |
| 0.4 | 2 |
| Value | Count | Frequency (%) |
| 1.5 | 1 | |
| 1.417 | 1 | |
| 1.273 | 1 | |
| 1.258 | 1 | |
| 1.2 | 1 | |
| 1.147 | 1 | |
| 1.121 | 1 | |
| 1.083 | 2 | |
| 1.034 | 1 | |
| 0.977 | 1 |
Avg_Utilization_Ratio
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 108 |
|---|---|
| Distinct (%) | 68.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.14063924 |
| Minimum | 0.016 |
|---|---|
| Maximum | 0.267 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 0.016 |
|---|---|
| 5-th percentile | 0.061 |
| Q1 | 0.10225 |
| median | 0.1355 |
| Q3 | 0.181 |
| 95-th percentile | 0.2353 |
| Maximum | 0.267 |
| Range | 0.251 |
| Interquartile range (IQR) | 0.07875 |
Descriptive statistics
| Standard deviation | 0.05241204 |
|---|---|
| Coefficient of variation (CV) | 0.3726701 |
| Kurtosis | -0.45011028 |
| Mean | 0.14063924 |
| Median Absolute Deviation (MAD) | 0.039 |
| Skewness | 0.24741803 |
| Sum | 22.221 |
| Variance | 0.0027470219 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.126 | 4 | 2.5% |
| 0.158 | 4 | 2.5% |
| 0.186 | 3 | 1.9% |
| 0.216 | 3 | 1.9% |
| 0.189 | 3 | 1.9% |
| 0.191 | 3 | 1.9% |
| 0.104 | 3 | 1.9% |
| 0.144 | 3 | 1.9% |
| 0.122 | 3 | 1.9% |
| 0.195 | 3 | 1.9% |
| Other values (98) | 126 |
| Value | Count | Frequency (%) |
| 0.016 | 1 | |
| 0.039 | 1 | |
| 0.04 | 1 | |
| 0.042 | 1 | |
| 0.05 | 1 | |
| 0.053 | 1 | |
| 0.055 | 1 | |
| 0.061 | 2 | |
| 0.063 | 1 | |
| 0.067 | 1 |
| Value | Count | Frequency (%) |
| 0.267 | 1 | |
| 0.262 | 1 | |
| 0.26 | 1 | |
| 0.255 | 1 | |
| 0.241 | 1 | |
| 0.24 | 1 | |
| 0.238 | 1 | |
| 0.237 | 1 | |
| 0.235 | 1 | |
| 0.225 | 1 |
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 123 |
|---|---|
| Distinct (%) | 77.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1955359 |
| Minimum | 2.0889 × 10-5 |
|---|---|
| Maximum | 0.99893 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 2.0889 × 10-5 |
|---|---|
| 5-th percentile | 3.58496 × 10-5 |
| Q1 | 9.350925 × 10-5 |
| median | 0.00019864 |
| Q3 | 0.00050046 |
| 95-th percentile | 0.9971765 |
| Maximum | 0.99893 |
| Range | 0.99890911 |
| Interquartile range (IQR) | 0.00040695075 |
Descriptive statistics
| Standard deviation | 0.39663583 |
|---|---|
| Coefficient of variation (CV) | 2.0284552 |
| Kurtosis | 0.39098319 |
| Mean | 0.1955359 |
| Median Absolute Deviation (MAD) | 0.000127414 |
| Skewness | 1.5447176 |
| Sum | 30.894673 |
| Variance | 0.15731998 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.00019864 | 5 | 3.2% |
| 0.00018665 | 4 | 2.5% |
| 0.99499 | 4 | 2.5% |
| 0.00031104 | 3 | 1.9% |
| 0.00017987 | 3 | 1.9% |
| 0.99683 | 3 | 1.9% |
| 0.00011382 | 3 | 1.9% |
| 7.1226 × 10-5 | 2 | 1.3% |
| 0.00011937 | 2 | 1.3% |
| 4.7263 × 10-5 | 2 | 1.3% |
| Other values (113) | 127 |
| Value | Count | Frequency (%) |
| 2.0889 × 10-5 | 1 | |
| 2.1081 × 10-5 | 1 | |
| 2.2331 × 10-5 | 1 | |
| 3.1176 × 10-5 | 2 | |
| 3.3214 × 10-5 | 2 | |
| 3.4833 × 10-5 | 1 | |
| 3.6029 × 10-5 | 1 | |
| 4.3568 × 10-5 | 1 | |
| 4.7263 × 10-5 | 2 | |
| 5.1697 × 10-5 | 1 |
| Value | Count | Frequency (%) |
| 0.99893 | 1 | |
| 0.99873 | 1 | |
| 0.99844 | 1 | |
| 0.99838 | 1 | |
| 0.99821 | 1 | |
| 0.99807 | 1 | |
| 0.99741 | 1 | |
| 0.99727 | 1 | |
| 0.99716 | 1 | |
| 0.99694 | 1 |
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 69 |
|---|---|
| Distinct (%) | 43.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.80446381 |
| Minimum | 0.00106612 |
|---|---|
| Maximum | 0.99998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 KiB |
Quantile statistics
| Minimum | 0.00106612 |
|---|---|
| 5-th percentile | 0.0028257355 |
| Q1 | 0.9994975 |
| median | 0.9998 |
| Q3 | 0.9999075 |
| 95-th percentile | 0.9999615 |
| Maximum | 0.99998 |
| Range | 0.99891388 |
| Interquartile range (IQR) | 0.00041 |
Descriptive statistics
| Standard deviation | 0.3966355 |
|---|---|
| Coefficient of variation (CV) | 0.49304331 |
| Kurtosis | 0.39098316 |
| Mean | 0.80446381 |
| Median Absolute Deviation (MAD) | 0.00013 |
| Skewness | -1.5447176 |
| Sum | 127.10528 |
| Variance | 0.15731972 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.99993 | 10 | 6.3% |
| 0.9998 | 10 | 6.3% |
| 0.99989 | 8 | 5.1% |
| 0.99969 | 7 | 4.4% |
| 0.99991 | 7 | 4.4% |
| 0.99994 | 6 | 3.8% |
| 0.9999 | 6 | 3.8% |
| 0.99981 | 5 | 3.2% |
| 0.99982 | 5 | 3.2% |
| 0.99983 | 5 | 3.2% |
| Other values (59) | 89 |
| Value | Count | Frequency (%) |
| 0.00106612 | 1 | |
| 0.00127462 | 1 | |
| 0.00155735 | 1 | |
| 0.00162275 | 1 | |
| 0.00179304 | 1 | |
| 0.00193323 | 1 | |
| 0.00258725 | 1 | |
| 0.00272694 | 1 | |
| 0.00284317 | 1 | |
| 0.00305523 | 1 |
| Value | Count | Frequency (%) |
| 0.99998 | 3 | 1.9% |
| 0.99997 | 5 | |
| 0.99996 | 2 | 1.3% |
| 0.99995 | 4 | 2.5% |
| 0.99994 | 6 | |
| 0.99993 | 10 | |
| 0.99992 | 3 | 1.9% |
| 0.99991 | 7 | |
| 0.9999 | 6 | |
| 0.99989 | 8 |
| CLIENTNUM | Customer_Age | Dependent_count | Months_on_book | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | Attrition_Flag | Gender | Education_Level | Marital_Status | Income_Category | Total_Relationship_Count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLIENTNUM | 1.000 | 0.111 | -0.185 | 0.205 | -0.041 | 0.127 | -0.052 | -0.188 | -0.038 | 0.035 | 0.006 | 0.018 | -0.012 | -0.040 | 0.074 | -0.071 | 0.000 | 0.102 | 0.000 | 0.099 | 0.073 | 0.000 |
| Customer_Age | 0.111 | 1.000 | -0.322 | 0.801 | -0.051 | 0.039 | -0.107 | -0.080 | -0.102 | 0.012 | -0.003 | -0.059 | 0.038 | 0.073 | -0.024 | 0.022 | 0.112 | 0.000 | 0.095 | 0.055 | 0.000 | 0.109 |
| Dependent_count | -0.185 | -0.322 | 1.000 | -0.252 | 0.078 | -0.007 | 0.003 | -0.026 | 0.004 | 0.018 | 0.163 | 0.083 | 0.035 | -0.035 | 0.161 | -0.157 | 0.165 | 0.000 | 0.069 | 0.054 | 0.093 | 0.000 |
| Months_on_book | 0.205 | 0.801 | -0.252 | 1.000 | 0.002 | 0.023 | -0.141 | -0.131 | -0.130 | 0.013 | 0.086 | 0.004 | -0.002 | 0.077 | -0.017 | 0.016 | 0.000 | 0.000 | 0.000 | 0.164 | 0.046 | 0.000 |
| Months_Inactive_12_mon | -0.041 | -0.051 | 0.078 | 0.002 | 1.000 | 0.136 | 0.001 | -0.055 | 0.005 | 0.099 | -0.010 | -0.023 | -0.095 | -0.046 | 0.549 | -0.551 | 0.317 | 0.063 | 0.000 | 0.000 | 0.000 | 0.073 |
| Contacts_Count_12_mon | 0.127 | 0.039 | -0.007 | 0.023 | 0.136 | 1.000 | -0.108 | -0.153 | -0.093 | 0.071 | -0.065 | -0.075 | -0.012 | 0.013 | 0.693 | -0.693 | 0.197 | 0.108 | 0.073 | 0.000 | 0.000 | 0.000 |
| Credit_Limit | -0.052 | -0.107 | 0.003 | -0.141 | 0.001 | -0.108 | 1.000 | 0.101 | 0.993 | 0.016 | -0.100 | -0.080 | -0.195 | -0.775 | -0.086 | 0.088 | 0.000 | 0.269 | 0.000 | 0.000 | 0.172 | 0.037 |
| Total_Revolving_Bal | -0.188 | -0.080 | -0.026 | -0.131 | -0.055 | -0.153 | 0.101 | 1.000 | -0.003 | 0.059 | 0.107 | 0.183 | 0.094 | 0.489 | -0.249 | 0.249 | 0.564 | 0.000 | 0.135 | 0.124 | 0.039 | 0.097 |
| Avg_Open_To_Buy | -0.038 | -0.102 | 0.004 | -0.130 | 0.005 | -0.093 | 0.993 | -0.003 | 1.000 | 0.005 | -0.117 | -0.107 | -0.216 | -0.839 | -0.055 | 0.057 | 0.000 | 0.239 | 0.000 | 0.000 | 0.111 | 0.013 |
| Total_Amt_Chng_Q4_Q1 | 0.035 | 0.012 | 0.018 | 0.013 | 0.099 | 0.071 | 0.016 | 0.059 | 0.005 | 1.000 | 0.072 | 0.007 | 0.305 | 0.029 | 0.086 | -0.082 | 0.090 | 0.279 | 0.000 | 0.000 | 0.169 | 0.000 |
| Total_Trans_Amt | 0.006 | -0.003 | 0.163 | 0.086 | -0.010 | -0.065 | -0.100 | 0.107 | -0.117 | 0.072 | 1.000 | 0.881 | 0.261 | 0.158 | -0.211 | 0.214 | 0.402 | 0.098 | 0.078 | 0.000 | 0.000 | 0.204 |
| Total_Trans_Ct | 0.018 | -0.059 | 0.083 | 0.004 | -0.023 | -0.075 | -0.080 | 0.183 | -0.107 | 0.007 | 0.881 | 1.000 | 0.256 | 0.200 | -0.294 | 0.296 | 0.573 | 0.000 | 0.000 | 0.126 | 0.000 | 0.141 |
| Total_Ct_Chng_Q4_Q1 | -0.012 | 0.038 | 0.035 | -0.002 | -0.095 | -0.012 | -0.195 | 0.094 | -0.216 | 0.305 | 0.261 | 0.256 | 1.000 | 0.248 | -0.200 | 0.198 | 0.276 | 0.179 | 0.057 | 0.021 | 0.000 | 0.022 |
| Avg_Utilization_Ratio | -0.040 | 0.073 | -0.035 | 0.077 | -0.046 | 0.013 | -0.775 | 0.489 | -0.839 | 0.029 | 0.158 | 0.200 | 0.248 | 1.000 | -0.115 | 0.115 | 0.416 | 0.223 | 0.072 | 0.263 | 0.177 | 0.134 |
| Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | 0.074 | -0.024 | 0.161 | -0.017 | 0.549 | 0.693 | -0.086 | -0.249 | -0.055 | 0.086 | -0.211 | -0.294 | -0.200 | -0.115 | 1.000 | -0.999 | 0.980 | 0.000 | 0.000 | 0.000 | 0.163 | 0.230 |
| Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | -0.071 | 0.022 | -0.157 | 0.016 | -0.551 | -0.693 | 0.088 | 0.249 | 0.057 | -0.082 | 0.214 | 0.296 | 0.198 | 0.115 | -0.999 | 1.000 | 0.980 | 0.000 | 0.000 | 0.000 | 0.163 | 0.230 |
| Attrition_Flag | 0.000 | 0.112 | 0.165 | 0.000 | 0.317 | 0.197 | 0.000 | 0.564 | 0.000 | 0.090 | 0.402 | 0.573 | 0.276 | 0.416 | 0.980 | 0.980 | 1.000 | 0.000 | 0.000 | 0.000 | 0.163 | 0.230 |
| Gender | 0.102 | 0.000 | 0.000 | 0.000 | 0.063 | 0.108 | 0.269 | 0.000 | 0.239 | 0.279 | 0.098 | 0.000 | 0.179 | 0.223 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.149 | 0.792 | 0.000 |
| Education_Level | 0.000 | 0.095 | 0.069 | 0.000 | 0.000 | 0.073 | 0.000 | 0.135 | 0.000 | 0.000 | 0.078 | 0.000 | 0.057 | 0.072 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.027 | 0.000 | 0.000 |
| Marital_Status | 0.099 | 0.055 | 0.054 | 0.164 | 0.000 | 0.000 | 0.000 | 0.124 | 0.000 | 0.000 | 0.000 | 0.126 | 0.021 | 0.263 | 0.000 | 0.000 | 0.000 | 0.149 | 0.027 | 1.000 | 0.000 | 0.000 |
| Income_Category | 0.073 | 0.000 | 0.093 | 0.046 | 0.000 | 0.000 | 0.172 | 0.039 | 0.111 | 0.169 | 0.000 | 0.000 | 0.000 | 0.177 | 0.163 | 0.163 | 0.163 | 0.792 | 0.000 | 0.000 | 1.000 | 0.000 |
| Total_Relationship_Count | 0.000 | 0.109 | 0.000 | 0.000 | 0.073 | 0.000 | 0.037 | 0.097 | 0.013 | 0.000 | 0.204 | 0.141 | 0.022 | 0.134 | 0.230 | 0.230 | 0.230 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 |
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 38 | 715190283 | Existing Customer | 57 | F | 1 | Graduate | Unknown | $40K - $60K | Blue | 49 | 3 | 3 | 2 | 3672.0 | 886 | 2786.0 | 1.320 | 1464 | 28 | 0.556 | 0.241 | 0.000169 | 0.999830 |
| 58 | 711427458 | Existing Customer | 44 | F | 5 | Graduate | Married | Unknown | Blue | 35 | 4 | 1 | 2 | 6273.0 | 978 | 5295.0 | 2.275 | 1359 | 25 | 1.083 | 0.156 | 0.000057 | 0.999940 |
| 258 | 714187533 | Existing Customer | 45 | F | 2 | Uneducated | Single | $40K - $60K | Blue | 35 | 2 | 3 | 0 | 3540.0 | 849 | 2691.0 | 0.456 | 1321 | 28 | 0.750 | 0.240 | 0.000068 | 0.999930 |
| 509 | 716223708 | Attrited Customer | 45 | F | 3 | Uneducated | Single | Unknown | Blue | 36 | 3 | 3 | 3 | 4028.0 | 710 | 3318.0 | 0.731 | 791 | 22 | 0.833 | 0.176 | 0.996910 | 0.003088 |
| 573 | 715416633 | Existing Customer | 54 | M | 1 | Unknown | Married | $80K - $120K | Blue | 36 | 4 | 1 | 2 | 6175.0 | 960 | 5215.0 | 0.709 | 1847 | 59 | 0.405 | 0.155 | 0.000057 | 0.999940 |
| 622 | 711628458 | Existing Customer | 45 | F | 3 | Graduate | Married | Less than $40K | Blue | 31 | 4 | 1 | 0 | 8829.0 | 901 | 7928.0 | 0.825 | 1902 | 45 | 0.667 | 0.102 | 0.000021 | 0.999980 |
| 716 | 789291633 | Existing Customer | 62 | M | 0 | Graduate | Married | $60K - $80K | Blue | 51 | 3 | 2 | 0 | 5450.0 | 967 | 4483.0 | 0.701 | 1526 | 45 | 0.800 | 0.177 | 0.000036 | 0.999960 |
| 771 | 715271733 | Existing Customer | 50 | F | 2 | Uneducated | Single | Less than $40K | Blue | 37 | 3 | 3 | 0 | 8520.0 | 814 | 7706.0 | 0.504 | 1193 | 35 | 0.346 | 0.096 | 0.000068 | 0.999930 |
| 950 | 788814783 | Existing Customer | 39 | M | 1 | Uneducated | Single | $60K - $80K | Blue | 22 | 4 | 3 | 3 | 9204.0 | 845 | 8359.0 | 0.673 | 1820 | 58 | 0.611 | 0.092 | 0.000292 | 0.999710 |
| 1005 | 772532208 | Attrited Customer | 51 | F | 2 | Doctorate | Married | Less than $40K | Blue | 41 | 2 | 2 | 3 | 6630.0 | 916 | 5714.0 | 0.927 | 842 | 24 | 0.500 | 0.138 | 0.996400 | 0.003596 |
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9834 | 788019483 | Existing Customer | 49 | M | 3 | Graduate | Married | $80K - $120K | Blue | 40 | 4 | 1 | 3 | 3660.0 | 766 | 2894.0 | 0.535 | 14515 | 122 | 0.848 | 0.209 | 0.000096 | 0.99990 |
| 9864 | 720633558 | Existing Customer | 37 | F | 3 | Graduate | Divorced | Less than $40K | Blue | 24 | 3 | 3 | 4 | 3727.0 | 995 | 2732.0 | 0.743 | 14786 | 101 | 0.656 | 0.267 | 0.000535 | 0.99946 |
| 9895 | 708880683 | Existing Customer | 49 | M | 5 | College | Married | $40K - $60K | Blue | 40 | 4 | 3 | 4 | 3970.0 | 892 | 3078.0 | 0.772 | 13697 | 102 | 0.759 | 0.225 | 0.000518 | 0.99948 |
| 9929 | 779082633 | Existing Customer | 30 | M | 2 | Uneducated | Single | $60K - $80K | Blue | 13 | 3 | 2 | 3 | 4107.0 | 979 | 3128.0 | 0.647 | 14596 | 104 | 0.733 | 0.238 | 0.000197 | 0.99980 |
| 9993 | 719934783 | Existing Customer | 43 | M | 3 | Doctorate | Married | $80K - $120K | Blue | 27 | 4 | 2 | 2 | 3676.0 | 673 | 3003.0 | 0.629 | 14651 | 105 | 0.780 | 0.183 | 0.000171 | 0.99983 |
| 10037 | 789398733 | Existing Customer | 56 | M | 3 | Graduate | Married | $120K + | Blue | 46 | 3 | 3 | 2 | 5270.0 | 779 | 4491.0 | 0.731 | 16179 | 105 | 0.694 | 0.148 | 0.000187 | 0.99981 |
| 10041 | 767348733 | Existing Customer | 56 | M | 2 | Unknown | Married | $60K - $80K | Blue | 49 | 3 | 3 | 3 | 4058.0 | 793 | 3265.0 | 0.758 | 15865 | 105 | 0.667 | 0.195 | 0.000333 | 0.99967 |
| 10087 | 713768358 | Existing Customer | 45 | M | 4 | Graduate | Single | $40K - $60K | Blue | 35 | 3 | 2 | 2 | 7935.0 | 888 | 7047.0 | 0.779 | 15380 | 122 | 0.694 | 0.112 | 0.000119 | 0.99988 |
| 10099 | 709094358 | Existing Customer | 51 | F | 1 | Graduate | Single | Less than $40K | Blue | 41 | 4 | 2 | 3 | 8900.0 | 798 | 8102.0 | 0.647 | 16737 | 88 | 0.660 | 0.090 | 0.000180 | 0.99982 |
| 10121 | 713899383 | Existing Customer | 56 | F | 1 | Graduate | Single | Less than $40K | Blue | 50 | 4 | 1 | 4 | 3688.0 | 606 | 3082.0 | 0.570 | 14596 | 120 | 0.791 | 0.164 | 0.000148 | 0.99985 |